{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"tool_assisterr","slug":"assisterr","name":"Assisterr","type":"product","url":"https://assisterr.xyz","page_url":"https://unfragile.ai/assisterr","categories":["automation"],"tags":[],"pricing":{"model":"paid","free":false,"starting_price":null},"status":"active","verified":false},"capabilities":[{"id":"tool_assisterr__cap_0","uri":"capability://planning.reasoning.ai.powered.task.management.with.natural.language.processing","name":"ai-powered task management with natural language processing","description":"Converts natural language task descriptions into structured task objects with automatic priority inference, deadline extraction, and dependency mapping. Uses NLP to parse free-form text input and populate task metadata fields without manual form completion, reducing cognitive overhead for task creation and enabling rapid bulk task ingestion from email, chat, or voice transcription.","intents":["Create tasks from natural language without filling out structured forms","Automatically extract deadlines and priorities from task descriptions","Bulk import tasks from unstructured sources like email or chat messages","Reduce time spent on task administrative overhead"],"best_for":["Teams with high task volume seeking to minimize data entry friction","Distributed teams using async communication channels","Organizations transitioning from email-based task tracking"],"limitations":["NLP accuracy degrades with ambiguous or context-dependent language — may misclassify priority or deadline in edge cases","No multi-language support mentioned — English-only processing likely","Requires clear task structure in input text; highly fragmented or abbreviated language may fail to parse correctly"],"requires":["Active Assisterr account with task management module enabled","Text input in English language","Integration with source system (email, chat, or direct API)"],"input_types":["plain text","email body","chat message","voice transcription"],"output_types":["structured task object","task metadata (priority, deadline, assignee, tags)"],"categories":["planning-reasoning","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_1","uri":"capability://data.processing.analysis.multi.source.data.aggregation.and.unified.dashboard.visualization","name":"multi-source data aggregation and unified dashboard visualization","description":"Aggregates structured and semi-structured data from connected third-party services (CRM, analytics platforms, databases) into a unified dashboard with real-time or scheduled sync. Uses connector-based ETL pattern to normalize heterogeneous data schemas into common internal representation, enabling cross-source analytics without manual data consolidation or context-switching between tools.","intents":["View KPIs and metrics from multiple business tools in a single dashboard","Eliminate manual data export and spreadsheet consolidation workflows","Monitor real-time status across CRM, analytics, and project management systems","Create custom dashboards combining data from 5+ disparate sources"],"best_for":["Mid-market teams using 5+ SaaS tools with fragmented data","Operations and analytics teams reducing reporting overhead","Organizations seeking single pane of glass for business metrics"],"limitations":["Connector coverage unknown — may not support all third-party services; custom integrations likely require development","Data freshness depends on sync frequency — real-time sync may incur additional latency or cost","Schema normalization complexity increases with data source diversity; edge cases in unmapped fields may be dropped or misaligned","No built-in data transformation or calculated field support mentioned — complex metrics may require external computation"],"requires":["Active Assisterr account with data integration module","API credentials for each connected data source","Supported connector for target third-party service"],"input_types":["REST API responses","database query results","CSV/JSON exports","webhook events"],"output_types":["unified dashboard","structured data tables","visualization widgets","exported reports"],"categories":["data-processing-analysis","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_10","uri":"capability://automation.workflow.mobile.responsive.interface.with.offline.task.access","name":"mobile-responsive interface with offline task access","description":"Provides mobile-optimized web interface and native mobile apps (iOS/Android) with offline task caching enabling users to view and update tasks without network connectivity. Implements local-first sync pattern with conflict resolution, ensuring task changes made offline are reconciled when connectivity is restored without data loss.","intents":["Access and update tasks on mobile devices while traveling or in offline environments","Sync task changes across devices without manual refresh","Work offline and automatically sync when connectivity is restored","Reduce mobile app battery drain by minimizing network requests"],"best_for":["Field teams and remote workers requiring offline task access","Organizations with unreliable network connectivity","Teams using mobile devices as primary work interface"],"limitations":["Offline sync conflict resolution strategy not documented — concurrent edits on same task may require manual reconciliation","Offline data storage limited by device storage capacity — large task lists may not fully cache","Real-time collaboration features may not work offline — @mentions and comments may have delayed delivery","Native app availability limited to iOS/Android — web-only users may lack offline support"],"requires":["Active Assisterr account","iOS 13+ or Android 8+ for native apps","Periodic network connectivity for sync"],"input_types":["task metadata","local device storage"],"output_types":["mobile UI","synced task updates","conflict resolution prompts"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_2","uri":"capability://automation.workflow.customizable.workflow.automation.with.conditional.logic.and.multi.step.orchestration","name":"customizable workflow automation with conditional logic and multi-step orchestration","description":"Enables users to define multi-step automation workflows using visual or code-based rule builders with conditional branching, loop constructs, and action sequencing. Supports trigger-action patterns (e.g., 'when task status changes, notify team and update CRM') with native bindings to integrated third-party services, reducing manual repetitive work and enabling complex business logic without custom development.","intents":["Automate repetitive task status updates across multiple systems","Create conditional workflows that branch based on task properties or external data","Trigger notifications and escalations based on task deadlines or priority changes","Reduce manual data sync between task management and downstream systems"],"best_for":["Operations teams automating cross-system task workflows","Teams with repetitive multi-step processes spanning 3+ tools","Organizations seeking to reduce manual data entry and notification overhead"],"limitations":["Workflow complexity limits unclear — deeply nested conditionals or loops may hit performance or maintainability thresholds","Error handling and retry logic not documented — failed workflow steps may require manual intervention","No built-in workflow versioning or rollback — changes to active workflows may impact in-flight executions","Execution latency unknown — multi-step workflows may introduce noticeable delays in downstream system updates"],"requires":["Active Assisterr account with automation module","Integration credentials for target systems","Understanding of workflow syntax or visual rule builder"],"input_types":["task metadata","external API responses","webhook events","scheduled triggers"],"output_types":["API calls to integrated services","notifications","task updates","data transformations"],"categories":["automation-workflow","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_3","uri":"capability://data.processing.analysis.ai.driven.data.insights.and.anomaly.detection.with.natural.language.summaries","name":"ai-driven data insights and anomaly detection with natural language summaries","description":"Analyzes aggregated data from connected sources using statistical and ML-based anomaly detection to identify trends, outliers, and actionable insights. Generates natural language summaries of findings (e.g., 'Sales dropped 15% this week due to X') without requiring manual report creation, enabling non-technical users to extract business intelligence from complex datasets.","intents":["Identify performance anomalies or trends without manual data analysis","Generate executive summaries of business metrics in natural language","Receive automated alerts when KPIs deviate from expected ranges","Understand root causes of data anomalies without data science expertise"],"best_for":["Non-technical business users seeking automated insights without data science skills","Teams reducing manual reporting overhead","Organizations monitoring multiple KPIs across disparate systems"],"limitations":["Anomaly detection thresholds and sensitivity not user-configurable — may produce false positives or miss subtle anomalies","Root cause analysis limited to correlated metrics — cannot infer causation across unconnected data sources","Natural language summaries may oversimplify complex findings or introduce interpretation bias","No explainability for ML-based anomaly detection — users cannot audit why specific anomalies were flagged"],"requires":["Active Assisterr account with analytics module","Minimum historical data volume for baseline establishment (typically 2-4 weeks)","Connected data sources with sufficient metric granularity"],"input_types":["time-series metrics","aggregated KPIs","structured data tables"],"output_types":["natural language insights","anomaly alerts","trend summaries","visualization annotations"],"categories":["data-processing-analysis","text-generation-language"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_4","uri":"capability://tool.use.integration.wide.third.party.service.integration.with.connector.ecosystem","name":"wide third-party service integration with connector ecosystem","description":"Provides pre-built connectors for popular SaaS platforms (CRM, analytics, project management, communication tools) using standardized OAuth2 and API authentication patterns. Abstracts service-specific API complexity behind unified connector interface, enabling non-technical users to link external tools without API key management or custom integration code.","intents":["Connect Assisterr to existing CRM, analytics, or project management systems","Sync data bidirectionally between Assisterr and third-party platforms","Reduce context-switching by consolidating tools into unified interface","Enable non-technical users to integrate external services without API knowledge"],"best_for":["Teams with existing SaaS tool investments seeking consolidation","Organizations avoiding custom API integration development","Non-technical users needing to connect external services"],"limitations":["Connector coverage unknown — may not support all third-party services; niche or enterprise tools may lack connectors","Connector feature parity varies — some integrations may support read-only access or limited data sync","OAuth2 token refresh and credential management add complexity — expired credentials may silently break integrations","Bidirectional sync may introduce data consistency issues if conflict resolution is not explicitly handled"],"requires":["Active Assisterr account","Valid API credentials or OAuth2 authorization for target service","Supported connector for desired third-party platform"],"input_types":["OAuth2 authorization tokens","API credentials","service configuration parameters"],"output_types":["authenticated API connections","synced data objects","webhook subscriptions"],"categories":["tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_5","uri":"capability://safety.moderation.role.based.access.control.and.team.permission.management","name":"role-based access control and team permission management","description":"Implements granular permission model enabling administrators to assign role-based access to tasks, dashboards, and automation workflows at team or individual level. Supports role templates (e.g., 'Manager', 'Analyst', 'Viewer') with customizable permission sets, reducing administrative overhead for multi-team deployments and enabling secure data isolation without manual per-user configuration.","intents":["Restrict task visibility to specific teams or projects","Grant dashboard access only to authorized users","Prevent non-managers from modifying automation workflows","Audit user actions and enforce compliance requirements"],"best_for":["Mid-market organizations with multi-team structures","Enterprises requiring data isolation and compliance controls","Teams with sensitive data requiring granular access restrictions"],"limitations":["Permission model complexity not documented — may lack fine-grained controls for edge cases (e.g., conditional access based on task properties)","No audit logging mentioned — cannot track who accessed or modified sensitive data","Role templates may be inflexible — custom permission combinations may require manual configuration","Cross-team data sharing workflows not addressed — may be cumbersome for matrix organizations"],"requires":["Active Assisterr account with admin privileges","User directory integration (LDAP, SAML, or manual user provisioning)"],"input_types":["user identity","role assignment","resource identifiers"],"output_types":["access decisions","permission enforcement","audit logs"],"categories":["safety-moderation","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_6","uri":"capability://data.processing.analysis.customizable.dashboard.and.interface.configuration","name":"customizable dashboard and interface configuration","description":"Enables users to create custom dashboards by selecting and arranging visualization widgets (charts, tables, KPI cards) with drag-and-drop interface builder. Supports widget-level filtering, drill-down navigation, and data source binding without code, allowing non-technical users to tailor analytics interfaces to specific team needs without requiring custom development.","intents":["Create custom dashboards combining metrics from multiple data sources","Arrange and filter dashboard widgets without coding","Share customized dashboards with specific teams or roles","Drill down from summary metrics to underlying task or transaction data"],"best_for":["Non-technical business users creating custom analytics views","Teams with diverse reporting needs across departments","Organizations seeking to reduce BI tool licensing costs"],"limitations":["Widget library coverage unknown — may lack specialized visualizations for specific industries or use cases","Calculated fields and custom metrics may require formula language or API — not fully no-code","Dashboard performance may degrade with large datasets or complex widget interactions","No collaborative dashboard editing mentioned — concurrent edits may cause conflicts"],"requires":["Active Assisterr account with dashboard module","Connected data sources for widget binding"],"input_types":["data source selection","widget configuration","filter parameters"],"output_types":["custom dashboard","shareable dashboard URL","exported dashboard snapshot"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_7","uri":"capability://automation.workflow.scheduled.and.event.driven.task.automation.with.trigger.management","name":"scheduled and event-driven task automation with trigger management","description":"Supports both time-based (cron-style scheduling) and event-driven (webhook, API call, status change) triggers for automating task creation, updates, and notifications. Implements trigger registry pattern enabling users to define complex trigger conditions without code, with native support for recurring schedules, conditional branching, and multi-action execution chains.","intents":["Automatically create recurring tasks on a schedule (daily standup, weekly reports)","Trigger task escalations when deadlines approach","Create tasks from external webhook events (Slack messages, form submissions)","Execute multi-step workflows when specific task conditions are met"],"best_for":["Teams with recurring or event-driven task workflows","Organizations automating cross-system notifications and escalations","Distributed teams reducing manual task creation overhead"],"limitations":["Trigger latency unknown — event-driven triggers may have variable delay before execution","Cron schedule syntax may require technical knowledge — non-technical users may struggle with complex recurrence patterns","Trigger debugging and error visibility not documented — failed triggers may execute silently","No trigger rate limiting mentioned — high-frequency triggers may cause performance issues or cost overages"],"requires":["Active Assisterr account with automation module","Webhook URL or API endpoint for event-driven triggers","Cron expression knowledge for time-based scheduling"],"input_types":["cron schedule expression","webhook payload","task status change event","external API response"],"output_types":["created task","updated task","notification","webhook call"],"categories":["automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_8","uri":"capability://text.generation.language.collaborative.task.commenting.and.activity.feed.with.mentions","name":"collaborative task commenting and activity feed with @mentions","description":"Provides inline task commenting with @mention notifications, activity history tracking, and threaded discussion support. Implements real-time comment sync and notification delivery enabling asynchronous team collaboration without context-switching to email or chat, with full audit trail of task modifications and discussions.","intents":["Discuss task details and decisions without leaving task management interface","Notify specific team members using @mentions without email overhead","Review task modification history and discussion context","Reduce email volume by consolidating task communication in single interface"],"best_for":["Distributed teams reducing email and chat fragmentation","Organizations consolidating task and communication workflows","Teams requiring audit trail of task decisions and discussions"],"limitations":["Real-time sync latency not documented — comments may have variable delivery delay","Notification delivery depends on user notification preferences — @mentions may be missed if not configured","Comment search and filtering capabilities not mentioned — finding historical discussions may be difficult","No rich text or media embedding mentioned — comments may be limited to plain text"],"requires":["Active Assisterr account","Team members with active accounts for @mention notifications"],"input_types":["comment text","mentioned user handles","task context"],"output_types":["comment thread","notification","activity feed entry","audit log"],"categories":["text-generation-language","tool-use-integration"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"tool_assisterr__cap_9","uri":"capability://planning.reasoning.task.dependency.mapping.and.critical.path.analysis","name":"task dependency mapping and critical path analysis","description":"Enables users to define task dependencies (blocking, blocked-by, related-to) with automatic critical path calculation and timeline visualization. Detects circular dependencies and scheduling conflicts, providing visual Gantt-style timeline views and impact analysis when task dates change, reducing manual project planning overhead.","intents":["Visualize task dependencies and project timeline in Gantt view","Identify critical path and bottleneck tasks","Detect scheduling conflicts when task dates change","Understand downstream impact of task delays"],"best_for":["Project managers coordinating multi-task workflows","Teams with complex task dependencies requiring timeline visibility","Organizations reducing manual project planning overhead"],"limitations":["Dependency types limited to blocking/blocked-by/related-to — may not support conditional or probabilistic dependencies","Critical path calculation assumes fixed task durations — does not account for variable or estimated durations","Circular dependency detection may not catch all edge cases in complex graphs","Timeline visualization performance may degrade with 100+ tasks or deep dependency chains"],"requires":["Active Assisterr account with task management module","Tasks with defined start/end dates or durations"],"input_types":["task identifiers","dependency type","task duration or dates"],"output_types":["dependency graph","Gantt timeline visualization","critical path list","conflict alerts"],"categories":["planning-reasoning"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":40,"verified":false,"data_access_risk":"high","permissions":["Active Assisterr account with task management module enabled","Text input in English language","Integration with source system (email, chat, or direct API)","Active Assisterr account with data integration module","API credentials for each connected data source","Supported connector for target third-party service","Active Assisterr account","iOS 13+ or Android 8+ for native apps","Periodic network connectivity for sync","Active Assisterr account with automation module"],"failure_modes":["NLP accuracy degrades with ambiguous or context-dependent language — may misclassify priority or deadline in edge cases","No multi-language support mentioned — English-only processing likely","Requires clear task structure in input text; highly fragmented or abbreviated language may fail to parse correctly","Connector coverage unknown — may not support all third-party services; custom integrations likely require development","Data freshness depends on sync frequency — real-time sync may incur additional latency or cost","Schema normalization complexity increases with data source diversity; edge cases in unmapped fields may be dropped or misaligned","No built-in data transformation or calculated field support mentioned — complex metrics may require external computation","Offline sync conflict resolution strategy not documented — concurrent edits on same task may require manual reconciliation","Offline data storage limited by device storage capacity — large task lists may not fully cache","Real-time collaboration features may not work offline — @mentions and comments may have delayed delivery","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.31666666666666665,"quality":0.72,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.35,"freshness":0.05}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:29.133Z","last_scraped_at":"2026-04-05T13:23:42.561Z","last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=assisterr","compare_url":"https://unfragile.ai/compare?artifact=assisterr"}},"signature":"Va2iF0UzVaUUAZV96bBGpDVqW3wde2h1YgB9meawGmriDH1BInAhGULDinqQce5ElRZjdiu09HGjRHB44CzkDA==","signedAt":"2026-06-20T00:31:44.208Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/assisterr","artifact":"https://unfragile.ai/assisterr","verify":"https://unfragile.ai/api/v1/verify?slug=assisterr","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}